Depth-Reliability-Based Stereo-Matching Algorithm and Its VLSI Architecture Design

被引:7
作者
Yang, Der-Wei [1 ]
Chu, Li-Chia [2 ]
Chen, Chun-Wei [1 ]
Wang, Jonas [2 ]
Shieh, Ming-Der [1 ]
机构
[1] Natl Cheng Kung Univ, Dept Elect Engn, Tainan 70101, Taiwan
[2] Himax Technol Inc, Tainan 74148, Taiwan
关键词
Reliability-based computation; stereo-matching; window-based sum of absolute differences (SAD) architecture; HARDWARE IMPLEMENTATION; DISPARITY ESTIMATION;
D O I
10.1109/TCSVT.2014.2361419
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A low-complexity depth-reliability-based stereo-matching algorithm and an efficient scanline memory-merging implementation scheme are proposed in this paper. The developed algorithm analyzes the accuracy of disparity results by using simple local window-based methods and preserves reliable information only. A bidirectional depth propagation flow is then adopted to fill the unreliable segments by using reliable information. Moreover, a set of predefined function-specific reliability variables are extracted to further improve depth quality in the occluded and smooth regions, which can reduce 39% bad pixels obtained by applying the basic 7 x 7 window-based matching. The proposed scanline memory-merging scheme along with data prefetching can lead to 32.7% savings on the scanline memory area and relax the requirements of external frame buffer size and bandwidth. Experimental results show that the implemented stereo-matching hardware has a gate count of 223 k including the scanline memory, and can achieve up to 70 frames/s for 480x540 resolution (2x2 downsampling of FullHD side-by-side 3-D format) with 56 disparity levels.
引用
收藏
页码:1038 / 1050
页数:13
相关论文
共 23 条
[1]  
[Anonymous], Middlebury Stereo Datasets
[2]  
[Anonymous], P 3DPVT SESS 2
[3]   Enhancing Stereo Matching With Classification [J].
Baydoun, Mohammed ;
Al-Alaoui, Mohamad Adnan .
IEEE ACCESS, 2014, 2 :485-499
[4]  
Boykov YY, 2001, EIGHTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOL I, PROCEEDINGS, P105, DOI 10.1109/ICCV.2001.937505
[5]   Algorithm and Architecture of Disparity Estimation With Mini-Census Adaptive Support Weight [J].
Chang, Nelson Yen-Chung ;
Tsai, Tsung-Hsien ;
Hsu, Bo-Hsiung ;
Chen, Yi-Chun ;
Chang, Tian-Sheuan .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2010, 20 (06) :792-805
[6]  
Cor men T. H., 2009, Introduction to Algorithms, V3rd
[7]   Reconfigurable hardware implementation of a phase-correlation stereoalgorithm [J].
Darabiha, A ;
MacLean, WJ ;
Rose, J .
MACHINE VISION AND APPLICATIONS, 2006, 17 (02) :116-132
[8]   Near Real-Time Stereo Matching Using Geodesic Diffusion [J].
De-Maeztu, Leonardo ;
Villanueva, Arantxa ;
Cabeza, Rafael .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (02) :410-416
[9]   Improved-quality Real-time Stereo Vision Processor [J].
Han, Sang-Kyo ;
Woo, SeongHoon ;
Jeong, Mun-Ho ;
You, Bum-Jae .
22ND INTERNATIONAL CONFERENCE ON VLSI DESIGN HELD JOINTLY WITH 8TH INTERNATIONAL CONFERENCE ON EMBEDDED SYSTEMS, PROCEEDINGS, 2009, :287-+
[10]   VLSI processor for reliable stereo matching based on window-parallel logic-in-memory architecture [J].
Hariyama, M ;
Kameyama, M .
2004 SYMPOSIUM ON VLSI CIRCUITS, DIGEST OF TECHNICAL PAPERS, 2004, :166-169